Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 81412 |
| Missing cells | 11149 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 20.0 MiB |
| Average record size in memory | 258.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 14 |
| Boolean | 6 |
medical_specialty has a high cardinality: 71 distinct values | High cardinality |
diag_1 has a high cardinality: 701 distinct values | High cardinality |
diag_2 has a high cardinality: 725 distinct values | High cardinality |
diag_3 has a high cardinality: 761 distinct values | High cardinality |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with diabetesMed and 1 other fields | High correlation |
change is highly correlated with diabetesMed and 1 other fields | High correlation |
gender is highly correlated with hemoglobin_level | High correlation |
age is highly correlated with medical_specialty | High correlation |
admission_type_code is highly correlated with admission_source_code and 1 other fields | High correlation |
admission_source_code is highly correlated with admission_type_code | High correlation |
medical_specialty is highly correlated with age and 1 other fields | High correlation |
hemoglobin_level is highly correlated with gender | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
age has 2336 (2.9%) missing values | Missing |
weight has 1560 (1.9%) missing values | Missing |
admission_type_code has 1162 (1.4%) missing values | Missing |
num_lab_procedures has 1493 (1.8%) missing values | Missing |
num_medications has 2678 (3.3%) missing values | Missing |
diag_2 has 1349 (1.7%) missing values | Missing |
admission_id is uniformly distributed | Uniform |
admission_id has unique values | Unique |
num_procedures has 37355 (45.9%) zeros | Zeros |
number_outpatient has 67984 (83.5%) zeros | Zeros |
number_emergency has 72350 (88.9%) zeros | Zeros |
number_inpatient has 53995 (66.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-01-28 12:11:00.150119 |
|---|---|
| Analysis finished | 2022-01-28 12:11:49.797258 |
| Duration | 49.65 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 81412 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40705.5 |
| Minimum | 0 |
|---|---|
| Maximum | 81411 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4070.55 |
| Q1 | 20352.75 |
| median | 40705.5 |
| Q3 | 61058.25 |
| 95-th percentile | 77340.45 |
| Maximum | 81411 |
| Range | 81411 |
| Interquartile range (IQR) | 40705.5 |
Descriptive statistics
| Standard deviation | 23501.76439 |
|---|---|
| Coefficient of variation (CV) | 0.5773609069 |
| Kurtosis | -1.2 |
| Mean | 40705.5 |
| Median Absolute Deviation (MAD) | 20353 |
| Skewness | 0 |
| Sum | 3313916166 |
| Variance | 552332929.7 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 79180 | 1 | < 0.1% |
| 19811 | 1 | < 0.1% |
| 17762 | 1 | < 0.1% |
| 23905 | 1 | < 0.1% |
| 21856 | 1 | < 0.1% |
| 77135 | 1 | < 0.1% |
| 75086 | 1 | < 0.1% |
| 81229 | 1 | < 0.1% |
| 68939 | 1 | < 0.1% |
| Other values (81402) | 81402 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 81411 | 1 | |
| 81410 | 1 | |
| 81409 | 1 | |
| 81408 | 1 | |
| 81407 | 1 | |
| 81406 | 1 | |
| 81405 | 1 | |
| 81404 | 1 | |
| 81403 | 1 | |
| 81402 | 1 |
patient_id
Real number (ℝ≥0)
| Distinct | 60069 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108639531.1 |
| Minimum | 198 |
|---|---|
| Maximum | 379005166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 198 |
|---|---|
| 5-th percentile | 2914233.3 |
| Q1 | 46839060 |
| median | 90834372 |
| Q3 | 175111722 |
| 95-th percentile | 222996661.2 |
| Maximum | 379005166 |
| Range | 379004968 |
| Interquartile range (IQR) | 128272662 |
Descriptive statistics
| Standard deviation | 77324533.16 |
|---|---|
| Coefficient of variation (CV) | 0.7117531928 |
| Kurtosis | -0.3648068986 |
| Mean | 108639531.1 |
| Median Absolute Deviation (MAD) | 65849112 |
| Skewness | 0.4666683655 |
| Sum | 8.844561509 × 1012 |
| Variance | 5.979083428 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 177571710 | 33 | < 0.1% |
| 176455008 | 20 | < 0.1% |
| 181219536 | 19 | < 0.1% |
| 185418630 | 18 | < 0.1% |
| 47286738 | 18 | < 0.1% |
| 3320514 | 18 | < 0.1% |
| 182320488 | 17 | < 0.1% |
| 46397970 | 17 | < 0.1% |
| 86281740 | 16 | < 0.1% |
| 168857154 | 16 | < 0.1% |
| Other values (60059) | 81220 |
| Value | Count | Frequency (%) |
| 198 | 2 | |
| 684 | 1 | < 0.1% |
| 1386 | 1 | < 0.1% |
| 1476 | 1 | < 0.1% |
| 1782 | 1 | < 0.1% |
| 2232 | 4 | |
| 2538 | 1 | < 0.1% |
| 2556 | 3 | |
| 3186 | 1 | < 0.1% |
| 3978 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 379005166 | 1 | |
| 378702118 | 1 | |
| 378698788 | 1 | |
| 378664102 | 1 | |
| 378515620 | 1 | |
| 378431452 | 1 | |
| 378358570 | 1 | |
| 378258634 | 1 | |
| 378194590 | 1 | |
| 378151156 | 1 |
race
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| White | |
| African American | 3067 |
| WHITE | 3047 |
| Other values (10) |
Length
| Max length | 16 |
|---|---|
| Median length | 9 |
| Mean length | 9.144622414 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Caucasian |
|---|---|
| 2nd row | Caucasian |
| 3rd row | EURO |
| 4th row | Black |
| 5th row | Caucasian |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 48733 | |
| AfricanAmerican | 9209 | 11.3% |
| White | 6015 | 7.4% |
| African American | 3067 | 3.8% |
| WHITE | 3047 | 3.7% |
| European | 2491 | 3.1% |
| ? | 1827 | 2.2% |
| Black | 1545 | 1.9% |
| Afro American | 1411 | 1.7% |
| Hispanic | 1305 | 1.6% |
| Other values (5) | 2762 | 3.4% |
Length
| Value | Count | Frequency (%) |
| caucasian | 48733 | |
| africanamerican | 9365 | 10.9% |
| white | 9062 | 10.6% |
| american | 4478 | 5.2% |
| african | 3067 | 3.6% |
| european | 2491 | 2.9% |
| 1827 | 2.1% | |
| black | 1545 | 1.8% |
| afro | 1411 | 1.6% |
| hispanic | 1305 | 1.5% |
| Other values (4) | 2606 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| Female | |
|---|---|
| Male | |
| Unknown/Invalid | 2 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 5.074288803 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 43719 | |
| Male | 37691 | |
| Unknown/Invalid | 2 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| female | 43719 | |
| male | 37691 | |
| unknown/invalid | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2336 |
| Missing (%) | 2.9% |
| Memory size | 636.2 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.025747382 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [50-60) |
|---|---|
| 2nd row | [80-90) |
| 3rd row | [60-70) |
| 4th row | [70-80) |
| 5th row | [70-80) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 20261 | |
| [60-70) | 17414 | |
| [50-60) | 13414 | |
| [80-90) | 13383 | |
| [40-50) | 7498 | 9.2% |
| [30-40) | 2964 | 3.6% |
| [90-100) | 2172 | 2.7% |
| [20-30) | 1297 | 1.6% |
| [10-20) | 537 | 0.7% |
| [0-10) | 136 | 0.2% |
| (Missing) | 2336 | 2.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 70-80 | 20261 | |
| 60-70 | 17414 | |
| 50-60 | 13414 | |
| 80-90 | 13383 | |
| 40-50 | 7498 | 9.5% |
| 30-40 | 2964 | 3.7% |
| 90-100 | 2172 | 2.7% |
| 20-30 | 1297 | 1.6% |
| 10-20 | 537 | 0.7% |
| 0-10 | 136 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1560 |
| Missing (%) | 1.9% |
| Memory size | 636.2 KiB |
| ? | |
|---|---|
| [75-100) | 1037 |
| [50-75) | 713 |
| [100-125) | 482 |
| [125-150) | 117 |
| Other values (5) | 150 |
Length
| Max length | 9 |
|---|---|
| Median length | 1 |
| Mean length | 1.216024646 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 77353 | |
| [75-100) | 1037 | 1.3% |
| [50-75) | 713 | 0.9% |
| [100-125) | 482 | 0.6% |
| [125-150) | 117 | 0.1% |
| [25-50) | 72 | 0.1% |
| [0-25) | 40 | < 0.1% |
| [150-175) | 27 | < 0.1% |
| [175-200) | 8 | < 0.1% |
| >200 | 3 | < 0.1% |
| (Missing) | 1560 | 1.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 77353 | ||
| 75-100 | 1037 | 1.3% |
| 50-75 | 713 | 0.9% |
| 100-125 | 482 | 0.6% |
| 125-150 | 117 | 0.1% |
| 25-50 | 72 | 0.1% |
| 0-25 | 40 | 0.1% |
| 150-175 | 27 | < 0.1% |
| 175-200 | 8 | < 0.1% |
| 200 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1162 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.024598131 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.44601519 |
|---|---|
| Coefficient of variation (CV) | 0.7142233155 |
| Kurtosis | 1.942273762 |
| Mean | 2.024598131 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.591920787 |
| Sum | 162474 |
| Variance | 2.090959928 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 42562 | |
| 3 | 14884 | 18.3% |
| 2 | 14576 | 17.9% |
| 6 | 4182 | 5.1% |
| 5 | 3768 | 4.6% |
| 8 | 254 | 0.3% |
| 7 | 16 | < 0.1% |
| 4 | 8 | < 0.1% |
| (Missing) | 1162 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 42562 | |
| 2 | 14576 | 17.9% |
| 3 | 14884 | 18.3% |
| 4 | 8 | < 0.1% |
| 5 | 3768 | 4.6% |
| 6 | 4182 | 5.1% |
| 7 | 16 | < 0.1% |
| 8 | 254 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 254 | 0.3% |
| 7 | 16 | < 0.1% |
| 6 | 4182 | 5.1% |
| 5 | 3768 | 4.6% |
| 4 | 8 | < 0.1% |
| 3 | 14884 | 18.3% |
| 2 | 14576 | 17.9% |
| 1 | 42562 |
discharge_disposition_code
Real number (ℝ≥0)
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 571 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.711260375 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.273755472 |
|---|---|
| Coefficient of variation (CV) | 1.421014679 |
| Kurtosis | 6.031098616 |
| Mean | 3.711260375 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.567316037 |
| Sum | 300022 |
| Variance | 27.81249678 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 47854 | |
| 3 | 11097 | 13.6% |
| 6 | 10244 | 12.6% |
| 18 | 2912 | 3.6% |
| 2 | 1690 | 2.1% |
| 22 | 1580 | 1.9% |
| 11 | 1312 | 1.6% |
| 5 | 936 | 1.1% |
| 25 | 793 | 1.0% |
| 4 | 650 | 0.8% |
| Other values (15) | 1773 | 2.2% |
| (Missing) | 571 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 47854 | |
| 2 | 1690 | 2.1% |
| 3 | 11097 | 13.6% |
| 4 | 650 | 0.8% |
| 5 | 936 | 1.1% |
| 6 | 10244 | 12.6% |
| 7 | 506 | 0.6% |
| 8 | 85 | 0.1% |
| 9 | 18 | < 0.1% |
| 10 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 106 | 0.1% |
| 27 | 4 | < 0.1% |
| 25 | 793 | 1.0% |
| 24 | 40 | < 0.1% |
| 23 | 324 | 0.4% |
| 22 | 1580 | |
| 19 | 5 | < 0.1% |
| 18 | 2912 | |
| 17 | 12 | < 0.1% |
| 16 | 7 | < 0.1% |
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.750122832 |
| Minimum | 1 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.063455702 |
|---|---|
| Coefficient of variation (CV) | 0.7066728521 |
| Kurtosis | 1.749926677 |
| Mean | 5.750122832 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.031186893 |
| Sum | 468129 |
| Variance | 16.51167224 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 45942 | |
| 1 | 23684 | |
| 17 | 5412 | 6.6% |
| 4 | 2581 | 3.2% |
| 6 | 1819 | 2.2% |
| 2 | 878 | 1.1% |
| 5 | 681 | 0.8% |
| 3 | 148 | 0.2% |
| 20 | 130 | 0.2% |
| 9 | 99 | 0.1% |
| Other values (7) | 38 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 23684 | |
| 2 | 878 | 1.1% |
| 3 | 148 | 0.2% |
| 4 | 2581 | 3.2% |
| 5 | 681 | 0.8% |
| 6 | 1819 | 2.2% |
| 7 | 45942 | |
| 8 | 15 | < 0.1% |
| 9 | 99 | 0.1% |
| 10 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 25 | 2 | < 0.1% |
| 22 | 10 | < 0.1% |
| 20 | 130 | 0.2% |
| 17 | 5412 | |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 6 | < 0.1% |
| 9 | 99 | 0.1% |
| 8 | 15 | < 0.1% |
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.395924434 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.975844099 |
|---|---|
| Coefficient of variation (CV) | 0.6769552444 |
| Kurtosis | 0.8490950317 |
| Mean | 4.395924434 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.130728188 |
| Sum | 357881 |
| Variance | 8.855648103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 14223 | |
| 2 | 13723 | |
| 1 | 11302 | |
| 4 | 11228 | |
| 5 | 7975 | |
| 6 | 6059 | |
| 7 | 4717 | 5.8% |
| 8 | 3528 | 4.3% |
| 9 | 2372 | 2.9% |
| 10 | 1886 | 2.3% |
| Other values (4) | 4399 | 5.4% |
| Value | Count | Frequency (%) |
| 1 | 11302 | |
| 2 | 13723 | |
| 3 | 14223 | |
| 4 | 11228 | |
| 5 | 7975 | |
| 6 | 6059 | |
| 7 | 4717 | 5.8% |
| 8 | 3528 | 4.3% |
| 9 | 2372 | 2.9% |
| 10 | 1886 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 814 | 1.0% |
| 13 | 944 | 1.2% |
| 12 | 1153 | 1.4% |
| 11 | 1488 | 1.8% |
| 10 | 1886 | 2.3% |
| 9 | 2372 | 2.9% |
| 8 | 3528 | |
| 7 | 4717 | |
| 6 | 6059 | |
| 5 | 7975 |
payer_code
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| ? | |
|---|---|
| MC | |
| HM | |
| SP | |
| BC | |
| Other values (13) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.603522822 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | MC |
| 3rd row | MD |
| 4th row | ? |
| 5th row | MC |
Common Values
| Value | Count | Frequency (%) |
| ? | 32278 | |
| MC | 25952 | |
| HM | 4973 | 6.1% |
| SP | 4003 | 4.9% |
| BC | 3718 | 4.6% |
| MD | 2824 | 3.5% |
| CP | 2053 | 2.5% |
| UN | 1925 | 2.4% |
| CM | 1551 | 1.9% |
| OG | 795 | 1.0% |
| Other values (8) | 1340 | 1.6% |
Length
| Value | Count | Frequency (%) |
| 32278 | ||
| mc | 25952 | |
| hm | 4973 | 6.1% |
| sp | 4003 | 4.9% |
| bc | 3718 | 4.6% |
| md | 2824 | 3.5% |
| cp | 2053 | 2.5% |
| un | 1925 | 2.4% |
| cm | 1551 | 1.9% |
| og | 795 | 1.0% |
| Other values (8) | 1340 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 71 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| ? | |
|---|---|
| InternalMedicine | |
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Other values (66) |
Length
| Max length | 36 |
|---|---|
| Median length | 8 |
| Mean length | 8.599199135 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | Emergency/Trauma |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 40020 | |
| InternalMedicine | 11712 | 14.4% |
| Emergency/Trauma | 6021 | 7.4% |
| Family/GeneralPractice | 5939 | 7.3% |
| Cardiology | 4273 | 5.2% |
| Surgery-General | 2473 | 3.0% |
| Nephrology | 1299 | 1.6% |
| Orthopedics | 1100 | 1.4% |
| Orthopedics-Reconstructive | 981 | 1.2% |
| Radiologist | 913 | 1.1% |
| Other values (61) | 6681 | 8.2% |
Length
| Value | Count | Frequency (%) |
| 40020 | ||
| internalmedicine | 11712 | 14.4% |
| emergency/trauma | 6021 | 7.4% |
| family/generalpractice | 5939 | 7.3% |
| cardiology | 4273 | 5.2% |
| surgery-general | 2473 | 3.0% |
| nephrology | 1299 | 1.6% |
| orthopedics | 1100 | 1.4% |
| orthopedics-reconstructive | 981 | 1.2% |
| radiologist | 913 | 1.1% |
| Other values (61) | 6681 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_prosthesis
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True | 862 |
| Value | Count | Frequency (%) |
| False | 80550 | |
| True | 862 | 1.1% |
complete_vaccination_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| Complete | |
|---|---|
| Incomplete | |
| None | 320 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.327666683 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Complete |
|---|---|
| 2nd row | Complete |
| 3rd row | Complete |
| 4th row | Complete |
| 5th row | Complete |
Common Values
| Value | Count | Frequency (%) |
| Complete | 67114 | |
| Incomplete | 13978 | 17.2% |
| None | 320 | 0.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| complete | 67114 | |
| incomplete | 13978 | 17.2% |
| none | 320 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 115 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1493 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.07119709 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 32 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 19.63040493 |
|---|---|
| Coefficient of variation (CV) | 0.4557664114 |
| Kurtosis | -0.2441755168 |
| Mean | 43.07119709 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2404533528 |
| Sum | 3442207 |
| Variance | 385.3527977 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2533 | 3.1% |
| 43 | 2207 | 2.7% |
| 44 | 1988 | 2.4% |
| 45 | 1884 | 2.3% |
| 38 | 1764 | 2.2% |
| 40 | 1736 | 2.1% |
| 46 | 1720 | 2.1% |
| 41 | 1718 | 2.1% |
| 47 | 1679 | 2.1% |
| 39 | 1662 | 2.0% |
| Other values (105) | 61028 |
| Value | Count | Frequency (%) |
| 1 | 2533 | |
| 2 | 858 | 1.1% |
| 3 | 523 | 0.6% |
| 4 | 285 | 0.4% |
| 5 | 231 | 0.3% |
| 6 | 214 | 0.3% |
| 7 | 258 | 0.3% |
| 8 | 281 | 0.3% |
| 9 | 728 | 0.9% |
| 10 | 655 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 2 | |
| 113 | 1 | < 0.1% |
| 111 | 2 | |
| 109 | 3 | |
| 108 | 3 | |
| 106 | 4 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.341767798 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 37355 |
| Zeros (%) | 45.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.708464781 |
|---|---|
| Coefficient of variation (CV) | 1.273293921 |
| Kurtosis | 0.8445664498 |
| Mean | 1.341767798 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.313355194 |
| Sum | 109236 |
| Variance | 2.918851909 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| 1 | 16513 | |
| 2 | 10162 | 12.5% |
| 3 | 7548 | 9.3% |
| 6 | 3994 | 4.9% |
| 4 | 3409 | 4.2% |
| 5 | 2431 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| 1 | 16513 | |
| 2 | 10162 | 12.5% |
| 3 | 7548 | 9.3% |
| 4 | 3409 | 4.2% |
| 5 | 2431 | 3.0% |
| 6 | 3994 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 3994 | 4.9% |
| 5 | 2431 | 3.0% |
| 4 | 3409 | 4.2% |
| 3 | 7548 | 9.3% |
| 2 | 10162 | 12.5% |
| 1 | 16513 | |
| 0 | 37355 |
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2678 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.02442401 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.107234783 |
|---|---|
| Coefficient of variation (CV) | 0.5059298717 |
| Kurtosis | 3.427614554 |
| Mean | 16.02442401 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.316139858 |
| Sum | 1261667 |
| Variance | 65.72725582 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 4714 | 5.8% |
| 12 | 4636 | 5.7% |
| 11 | 4457 | 5.5% |
| 15 | 4443 | 5.5% |
| 14 | 4436 | 5.4% |
| 16 | 4234 | 5.2% |
| 10 | 4108 | 5.0% |
| 17 | 3817 | 4.7% |
| 9 | 3813 | 4.7% |
| 18 | 3523 | 4.3% |
| Other values (63) | 36553 |
| Value | Count | Frequency (%) |
| 1 | 203 | 0.2% |
| 2 | 357 | 0.4% |
| 3 | 687 | 0.8% |
| 4 | 1107 | 1.4% |
| 5 | 1570 | 1.9% |
| 6 | 2094 | |
| 7 | 2662 | |
| 8 | 3356 | |
| 9 | 3813 | |
| 10 | 4108 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 6 | |
| 67 | 6 | |
| 66 | 3 | < 0.1% |
| 65 | 8 | |
| 64 | 7 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3709526851 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 67984 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.278537861 |
|---|---|
| Coefficient of variation (CV) | 3.446633256 |
| Kurtosis | 152.4729964 |
| Mean | 0.3709526851 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.984331589 |
| Sum | 30200 |
| Variance | 1.634659062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67984 | |
| 1 | 6862 | 8.4% |
| 2 | 2904 | 3.6% |
| 3 | 1618 | 2.0% |
| 4 | 873 | 1.1% |
| 5 | 420 | 0.5% |
| 6 | 238 | 0.3% |
| 7 | 129 | 0.2% |
| 8 | 76 | 0.1% |
| 9 | 73 | 0.1% |
| Other values (29) | 235 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 67984 | |
| 1 | 6862 | 8.4% |
| 2 | 2904 | 3.6% |
| 3 | 1618 | 2.0% |
| 4 | 873 | 1.1% |
| 5 | 420 | 0.5% |
| 6 | 238 | 0.3% |
| 7 | 129 | 0.2% |
| 8 | 76 | 0.1% |
| 9 | 73 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 33 | 2 | |
| 29 | 2 |
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1975875792 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 72350 |
| Zeros (%) | 88.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8812896989 |
|---|---|
| Coefficient of variation (CV) | 4.460248475 |
| Kurtosis | 638.5493694 |
| Mean | 0.1975875792 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.40885167 |
| Sum | 16086 |
| Variance | 0.7766715333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 72350 | |
| 1 | 6064 | 7.4% |
| 2 | 1646 | 2.0% |
| 3 | 588 | 0.7% |
| 4 | 292 | 0.4% |
| 5 | 167 | 0.2% |
| 6 | 82 | 0.1% |
| 7 | 55 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 27 | < 0.1% |
| Other values (19) | 102 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72350 | |
| 1 | 6064 | 7.4% |
| 2 | 1646 | 2.0% |
| 3 | 588 | 0.7% |
| 4 | 292 | 0.4% |
| 5 | 167 | 0.2% |
| 6 | 82 | 0.1% |
| 7 | 55 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 25 | 2 | |
| 24 | 1 | < 0.1% |
| 22 | 4 | |
| 21 | 2 | |
| 20 | 4 |
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6377929544 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 53995 |
| Zeros (%) | 66.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.265472414 |
|---|---|
| Coefficient of variation (CV) | 1.984142981 |
| Kurtosis | 20.83213029 |
| Mean | 0.6377929544 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.619760625 |
| Sum | 51924 |
| Variance | 1.60142043 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 53995 | |
| 1 | 15706 | 19.3% |
| 2 | 6057 | 7.4% |
| 3 | 2747 | 3.4% |
| 4 | 1288 | 1.6% |
| 5 | 641 | 0.8% |
| 6 | 386 | 0.5% |
| 7 | 224 | 0.3% |
| 8 | 120 | 0.1% |
| 9 | 93 | 0.1% |
| Other values (11) | 155 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 53995 | |
| 1 | 15706 | 19.3% |
| 2 | 6057 | 7.4% |
| 3 | 2747 | 3.4% |
| 4 | 1288 | 1.6% |
| 5 | 641 | 0.8% |
| 6 | 386 | 0.5% |
| 7 | 224 | 0.3% |
| 8 | 120 | 0.1% |
| 9 | 93 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 7 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 30 | |
| 11 | 40 |
| Distinct | 701 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| 428 | 5429 |
|---|---|
| 414 | 5270 |
| 786 | 3232 |
| 410 | 2914 |
| 486 | 2776 |
| Other values (696) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.17798359 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 84 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 721 |
|---|---|
| 2nd row | 276 |
| 3rd row | 414 |
| 4th row | 577 |
| 5th row | 531 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 5429 | 6.7% |
| 414 | 5270 | 6.5% |
| 786 | 3232 | 4.0% |
| 410 | 2914 | 3.6% |
| 486 | 2776 | 3.4% |
| 427 | 2218 | 2.7% |
| 491 | 1811 | 2.2% |
| 715 | 1691 | 2.1% |
| 780 | 1620 | 2.0% |
| 682 | 1612 | 2.0% |
| Other values (691) | 52839 |
Length
| Value | Count | Frequency (%) |
| 428 | 5429 | 6.7% |
| 414 | 5270 | 6.5% |
| 786 | 3232 | 4.0% |
| 410 | 2914 | 3.6% |
| 486 | 2776 | 3.4% |
| 427 | 2218 | 2.7% |
| 491 | 1811 | 2.2% |
| 715 | 1691 | 2.1% |
| 780 | 1620 | 2.0% |
| 682 | 1612 | 2.0% |
| Other values (691) | 52839 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 725 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1349 |
| Missing (%) | 1.7% |
| Memory size | 636.2 KiB |
| 276 | 5296 |
|---|---|
| 428 | 5234 |
| 250 | 4778 |
| 427 | 3949 |
| 401 | 2906 |
| Other values (720) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.166931042 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 126 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 250.6 |
|---|---|
| 2nd row | 507 |
| 3rd row | 490 |
| 4th row | 585 |
| 5th row | 532 |
Common Values
| Value | Count | Frequency (%) |
| 276 | 5296 | 6.5% |
| 428 | 5234 | 6.4% |
| 250 | 4778 | 5.9% |
| 427 | 3949 | 4.9% |
| 401 | 2906 | 3.6% |
| 496 | 2626 | 3.2% |
| 599 | 2604 | 3.2% |
| 403 | 2252 | 2.8% |
| 414 | 2076 | 2.5% |
| 411 | 2019 | 2.5% |
| Other values (715) | 46323 |
Length
| Value | Count | Frequency (%) |
| 276 | 5296 | 6.6% |
| 428 | 5234 | 6.5% |
| 250 | 4778 | 6.0% |
| 427 | 3949 | 4.9% |
| 401 | 2906 | 3.6% |
| 496 | 2626 | 3.3% |
| 599 | 2604 | 3.3% |
| 403 | 2252 | 2.8% |
| 414 | 2076 | 2.6% |
| 411 | 2019 | 2.5% |
| Other values (715) | 46323 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 761 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 4112 |
| 428 | 3734 |
| 427 | 3156 |
| Other values (756) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.111678868 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 114 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 357 |
|---|---|
| 2nd row | 150 |
| 3rd row | 250 |
| 4th row | 250 |
| 5th row | 562 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 9166 | 11.3% |
| 401 | 6606 | 8.1% |
| 276 | 4112 | 5.1% |
| 428 | 3734 | 4.6% |
| 427 | 3156 | 3.9% |
| 414 | 2938 | 3.6% |
| 496 | 2090 | 2.6% |
| 403 | 1886 | 2.3% |
| 585 | 1621 | 2.0% |
| 272 | 1605 | 2.0% |
| Other values (751) | 44498 |
Length
| Value | Count | Frequency (%) |
| 250 | 9166 | 11.3% |
| 401 | 6606 | 8.1% |
| 276 | 4112 | 5.1% |
| 428 | 3734 | 4.6% |
| 427 | 3156 | 3.9% |
| 414 | 2938 | 3.6% |
| 496 | 2090 | 2.6% |
| 403 | 1886 | 2.3% |
| 585 | 1621 | 2.0% |
| 272 | 1605 | 2.0% |
| Other values (751) | 44498 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
number_diagnoses
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.421964821 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.931480463 |
|---|---|
| Coefficient of variation (CV) | 0.2602384287 |
| Kurtosis | -0.07655270384 |
| Mean | 7.421964821 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.8713996895 |
| Sum | 604237 |
| Variance | 3.730616778 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 39501 | |
| 5 | 9144 | 11.2% |
| 8 | 8506 | 10.4% |
| 7 | 8379 | 10.3% |
| 6 | 8133 | 10.0% |
| 4 | 4428 | 5.4% |
| 3 | 2238 | 2.7% |
| 2 | 824 | 1.0% |
| 1 | 167 | 0.2% |
| 16 | 38 | < 0.1% |
| Other values (6) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 167 | 0.2% |
| 2 | 824 | 1.0% |
| 3 | 2238 | 2.7% |
| 4 | 4428 | 5.4% |
| 5 | 9144 | 11.2% |
| 6 | 8133 | 10.0% |
| 7 | 8379 | 10.3% |
| 8 | 8506 | 10.4% |
| 9 | 39501 | |
| 10 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 38 | < 0.1% |
| 15 | 8 | < 0.1% |
| 14 | 5 | < 0.1% |
| 13 | 14 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 8 | < 0.1% |
| 10 | 14 | < 0.1% |
| 9 | 39501 | |
| 8 | 8506 | 10.4% |
| 7 | 8379 | 10.3% |
blood_type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| O+ | |
|---|---|
| A+ | |
| B+ | |
| O- | |
| A- | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.041738319 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A+ |
|---|---|
| 2nd row | B+ |
| 3rd row | O+ |
| 4th row | AB- |
| 5th row | A+ |
Common Values
| Value | Count | Frequency (%) |
| O+ | 32053 | |
| A+ | 24744 | |
| B+ | 9218 | 11.3% |
| O- | 5689 | 7.0% |
| A- | 4826 | 5.9% |
| AB+ | 2619 | 3.2% |
| B- | 1484 | 1.8% |
| AB- | 779 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| o | 37742 | |
| a | 29570 | |
| b | 10702 | 13.1% |
| ab | 3398 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.19232791 |
| Minimum | 10.5 |
|---|---|
| Maximum | 18.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 10.5 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.4 |
| median | 14.1 |
| Q3 | 15 |
| 95-th percentile | 16 |
| Maximum | 18.6 |
| Range | 8.1 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.059999933 |
|---|---|
| Coefficient of variation (CV) | 0.07468823574 |
| Kurtosis | -0.4492654524 |
| Mean | 14.19232791 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.1878605037 |
| Sum | 1155425.8 |
| Variance | 1.123599858 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.6 | 2964 | 3.6% |
| 13.9 | 2911 | 3.6% |
| 13.7 | 2876 | 3.5% |
| 13.8 | 2841 | 3.5% |
| 13.5 | 2796 | 3.4% |
| 14.1 | 2745 | 3.4% |
| 14 | 2730 | 3.4% |
| 14.2 | 2657 | 3.3% |
| 13.4 | 2654 | 3.3% |
| 13.3 | 2643 | 3.2% |
| Other values (67) | 53595 |
| Value | Count | Frequency (%) |
| 10.5 | 2 | < 0.1% |
| 10.8 | 2 | < 0.1% |
| 10.9 | 3 | < 0.1% |
| 11 | 5 | < 0.1% |
| 11.1 | 3 | < 0.1% |
| 11.2 | 18 | < 0.1% |
| 11.3 | 17 | < 0.1% |
| 11.4 | 33 | |
| 11.5 | 47 | |
| 11.6 | 71 |
| Value | Count | Frequency (%) |
| 18.6 | 1 | < 0.1% |
| 18.2 | 2 | < 0.1% |
| 18.1 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17.9 | 2 | < 0.1% |
| 17.8 | 2 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.6 | 7 | < 0.1% |
| 17.5 | 16 | |
| 17.4 | 32 |
blood_transfusion
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 71697 | |
| True | 9715 | 11.9% |
max_glu_serum
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| None | |
|---|---|
| NONE | |
| Norm | 1207 |
| >200 | 1179 |
| >300 | 1025 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | None |
| 3rd row | NONE |
| 4th row | NONE |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 54061 | |
| NONE | 23098 | |
| Norm | 1207 | 1.5% |
| >200 | 1179 | 1.4% |
| >300 | 1025 | 1.3% |
| NORM | 842 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| none | 77159 | |
| norm | 2049 | 2.5% |
| 200 | 1179 | 1.4% |
| 300 | 1025 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
A1Cresult
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| None | |
|---|---|
| >8 | 6547 |
| Norm | 4003 |
| >7 | 3055 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.764113399 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | >7 |
| 3rd row | None |
| 4th row | >8 |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 67807 | |
| >8 | 6547 | 8.0% |
| Norm | 4003 | 4.9% |
| >7 | 3055 | 3.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| none | 67807 | |
| 8 | 6547 | 8.0% |
| norm | 4003 | 4.9% |
| 7 | 3055 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
diuretics
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True | 1519 |
| Value | Count | Frequency (%) |
| False | 79893 | |
| True | 1519 | 1.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 44360 | |
| False | 37052 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Ch |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 43772 | |
| Ch | 37640 |
Length
Pie chart
| Value | Count | Frequency (%) |
| no | 43772 | |
| ch | 37640 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 62718 | |
| False | 18694 | 23.0% |
readmitted
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 72340 | |
| True | 9072 | 11.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 199042938 | Caucasian | Male | [50-60) | ? | 3.0 | 1.0 | 1 | 1 | ? | ? | False | Complete | 24.0 | 3 | 9.0 | 0 | 0 | 0 | 721 | 250.6 | 357 | 5 | A+ | 14.5 | False | None | None | No | No | No | Yes | No |
| 1 | 1 | 91962954 | Caucasian | Male | [80-90) | ? | 2.0 | 1.0 | 7 | 3 | MC | Emergency/Trauma | False | Complete | 50.0 | 0 | 8.0 | 0 | 0 | 1 | 276 | 507 | 150 | 9 | B+ | 15.7 | False | None | >7 | No | No | No | No | Yes |
| 2 | 2 | 109707084 | EURO | Female | [60-70) | ? | 1.0 | 1.0 | 7 | 5 | MD | ? | False | Complete | 43.0 | 6 | 28.0 | 0 | 0 | 0 | 414 | 490 | 250 | 6 | O+ | 13.0 | False | NONE | None | No | Yes | Ch | Yes | No |
| 3 | 3 | 157495374 | Black | Female | [70-80) | ? | 6.0 | 1.0 | 17 | 2 | ? | ? | False | Complete | 58.0 | 5 | 8.0 | 0 | 1 | 1 | 577 | 585 | 250 | 9 | AB- | 13.5 | False | NONE | >8 | No | No | No | Yes | No |
| 4 | 4 | 82692360 | Caucasian | Female | NaN | ? | 1.0 | 22.0 | 7 | 12 | MC | ? | False | Complete | 56.0 | 1 | 16.0 | 0 | 0 | 2 | 531 | 532 | 562 | 8 | A+ | 13.0 | False | None | None | No | No | No | No | No |
| 5 | 5 | 218016576 | Caucasian | Female | [70-80) | ? | 2.0 | 1.0 | 1 | 4 | HM | ? | False | Incomplete | 14.0 | 3 | 13.0 | 0 | 0 | 0 | 578 | 280 | 562 | 9 | A+ | 13.1 | False | None | None | No | No | No | Yes | Yes |
| 6 | 6 | 143084970 | Caucasian | Male | [60-70) | ? | 1.0 | 1.0 | 7 | 6 | BC | ? | False | Complete | 62.0 | 0 | 21.0 | 0 | 0 | 0 | 482 | 428 | 276 | 9 | A- | 14.2 | False | None | >7 | No | Yes | No | Yes | No |
| 7 | 7 | 227644092 | Other | Female | [70-80) | ? | 3.0 | 1.0 | 1 | 11 | ? | InternalMedicine | False | Incomplete | 18.0 | 4 | 9.0 | 1 | 0 | 1 | V57 | 438 | 599 | 6 | O+ | 12.9 | False | NONE | None | No | No | No | No | No |
| 8 | 8 | 77740434 | Caucasian | Female | [70-80) | ? | 1.0 | 3.0 | 7 | 2 | MC | ? | False | Complete | 36.0 | 0 | 9.0 | 0 | 0 | 3 | 250.8 | 682 | 496 | 6 | O- | 13.9 | False | NONE | None | No | Yes | No | Yes | No |
| 9 | 9 | 203123016 | WHITE | Female | [40-50) | ? | 3.0 | 1.0 | 1 | 2 | ? | ? | False | Complete | 5.0 | 2 | 25.0 | 0 | 0 | 0 | 433 | 362 | 401 | 9 | A+ | 13.2 | False | NONE | None | No | Yes | Ch | Yes | No |
Last rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 81402 | 81402 | 155324556 | Other | Male | [50-60) | ? | 1.0 | 1.0 | 7 | 3 | MD | ? | False | Incomplete | 1.0 | 0 | 13.0 | 0 | 0 | 0 | 682 | 250.82 | 707 | 9 | O+ | 16.7 | False | None | None | No | Yes | No | Yes | No |
| 81403 | 81403 | 224478630 | AfricanAmerican | Female | [80-90) | ? | 3.0 | 6.0 | 2 | 7 | ? | ? | False | Complete | 35.0 | 2 | 37.0 | 0 | 2 | 0 | 440 | 707 | 401 | 4 | A+ | 13.8 | False | None | None | No | Yes | Ch | Yes | Yes |
| 81404 | 81404 | 228104460 | AfricanAmerican | Female | [50-60) | ? | 3.0 | 1.0 | 1 | 3 | ? | ObstetricsandGynecology | False | Complete | 8.0 | 2 | 12.0 | 0 | 0 | 0 | 218 | 218 | 626 | 9 | AB- | 12.8 | False | None | None | No | No | No | Yes | No |
| 81405 | 81405 | 48436146 | Black | Female | [40-50) | ? | 1.0 | 1.0 | 7 | 6 | MC | Nephrology | False | Incomplete | 35.0 | 3 | 22.0 | 0 | 0 | 0 | 595 | 591 | V45 | 9 | B+ | 11.4 | False | None | None | No | Yes | No | Yes | No |
| 81406 | 81406 | 91915884 | Caucasian | Female | [80-90) | ? | 1.0 | 3.0 | 7 | 4 | MD | ? | False | Complete | 46.0 | 0 | 11.0 | 0 | 0 | 0 | 584 | 276 | 272 | 9 | A+ | 13.8 | False | NONE | None | No | Yes | No | Yes | No |
| 81407 | 81407 | 80746578 | Caucasian | Male | [60-70) | ? | 1.0 | 24.0 | 7 | 2 | MD | ? | False | Complete | 64.0 | 0 | 22.0 | 0 | 0 | 3 | 486 | 496 | 250.92 | 5 | O+ | 15.4 | False | None | None | No | Yes | Ch | Yes | No |
| 81408 | 81408 | 221853996 | AFRICANAMERICAN | Female | [70-80) | ? | 1.0 | 6.0 | 7 | 8 | CP | InternalMedicine | False | Complete | 62.0 | 2 | 19.0 | 0 | 0 | 1 | 440 | 401 | 276 | 9 | O+ | 12.8 | False | None | None | No | Yes | Ch | Yes | No |
| 81409 | 81409 | 104846580 | Black | Female | [60-70) | ? | 1.0 | 22.0 | 7 | 5 | ? | ? | False | Complete | 1.0 | 2 | 14.0 | 0 | 0 | 0 | 822 | 403 | 250.6 | 9 | B+ | 13.0 | False | None | None | No | No | No | No | Yes |
| 81410 | 81410 | 229820346 | Caucasian | Female | [50-60) | ? | 3.0 | 1.0 | 2 | 1 | ? | ? | False | Complete | 30.0 | 1 | 10.0 | 0 | 0 | 0 | 996 | 753 | 250 | 7 | AB+ | 13.3 | True | None | None | No | No | No | Yes | No |
| 81411 | 81411 | 49302180 | African American | Female | [40-50) | ? | 1.0 | 1.0 | 7 | 3 | ? | InternalMedicine | False | Complete | 43.0 | 0 | 14.0 | 0 | 0 | 0 | 250.12 | 198 | V10 | 4 | B+ | 12.4 | False | None | None | No | Yes | Ch | Yes | No |